參考：[機器學習入門] 經典台大李宏毅機器學習課程從這里開始
| TOPIC | BLOG | VIDEO | |
|---|---|---|---|
| 【1】Learning Map（學習導圖） | blog | video | |
| 【2】Regression：Case Study ；回歸：案例研究 | blog | video | |
| 【3】Gradient Descent ；梯度下降 | blog | video | |
| 【4】Where does the error come from? ；誤差分析 | blog | video | |
| 【5】Classification: Probabilistic Generative Model；分類：概率生成模型 | blog | video | |
| 【6】Classification: Logistic Regression；Logistic回歸 | blog | video | |
| 【7】Brief Introduction of Deep Learning；深度學習簡介 | blog | video | |
| 【8】Backpropagation；反向傳播算法 | blog | video | |
| 【9】“Hello world” of deep learning；初探深度學習 | blog | video | |
| 【10】Tips for Deep Learning；深度學習小貼士 | blog | video | |
| 【11】Convolutional Neural Network；卷積神經網絡 | blog | video | |
| 【12】Why Deep Learning? ; 為什么是深度學習？ | blog | video | |
| 【13】Semi-supervised Learning ;半監督學習 | blog | video | |
| 【14】Unsupervised Learning: Linear Dimension Reduction；線性降維 | blog | video | |
| 【15】Unsupervised Learning: Word Embedding；無監督學習：詞嵌入 | blog | video | |
| 【16】Unsupervised Learning: Neighbor Embedding；無監督學習：鄰域嵌套 | blog | video | |
| 【17】Unsupervised Learning: Deep Auto-encoder；無監督學習：深度自動編碼器 | blog | video | |
| 【18】Deep Generative Model-part 1：深度生成模型-part 1 | blog | video | |
| 【19】Deep Generative Model-part 2：深度生成模型-part 2 | blog | video | |
| 【20】Deep Generative Model-part 3：深度生成模型-part 3 | blog | video | |
| 【21】Transfer Learning part 1 ; 遷移學習 part 1 | blog | video | |
| 【22】Transfer Learning part 2；遷移學習 part 2 | blog | video | |
| 【23】Support Vector Machine；支持向量機 | blog | video | |
| 【24】introduction of Structured Learning;結構化學習介紹 | blog | video | |
| 【25】Structured Linear Model；結構化預測-線性模型 | blog | video | |
| 【26】Structured Support Vector Machine part 1;結構化支持向量機part 1 | blog | video | |
| 【27】Structured SVM part 2；結構化支持向量機 part 2 | blog | video | |
| 【28】Structured SVM part 3 ;結構化支持向量機 part 3 | blog | video | |
| 【29】Sequence Labeling Problem part 1;結構化預測-序列標記 part 1 | blog | video | |
| 【30】Sequence Labeling Problem part 2 ;結構化預測-序列標記 part 2 | blog | video | |
| 【31】Sequence Labeling Problem part 3 ;結構化預測-序列標記 part 3 | blog | video | |
| 【32】Recurrent Neural Network part 1;循環神經網絡 part 1 | blog | video | |
| 【33】Recurrent Neural Network part 2;循環神經網絡 part 2 | blog | video | |
| 【34】Recurrent Neural Network part 3;循環神經網絡 part 3 | blog | video | |
| 【35】Ensemble；集成方法 | blog | video | |
| 【36】Ensemble part 2；集成方法 part 2 | blog | video | |
| 【37】Deep Reinforcement Learning;深度增強學習入門 | blog | video | |
| 【38】李宏毅機器學習課程回顧 + 接下來的學習聲明 | blog | ||
| 【39】李宏毅機器學習課程從這里開始 | blog |
相關鏈接：
課程主頁：http://speech.ee.ntu.edu.tw/~tlkagk/courses_ML16.html
PPT打包下載：http://speech.ee.ntu.edu.tw/~tlkagk/courses/ML_2016/all.rar
詳細版如下：
| TOPIC | CONTENTS | BLOG | VIDEO | |
|---|---|---|---|---|
| 【1】Learning Map（學習導圖） |  |
blog | video | |
| 【2】Regression：Case Study ；回歸：案例研究 |  |
blog | video | |
| 【3】Gradient Descent ；梯度下降 |  |
blog | video | |
| 【4】Where does the error come from? ；誤差分析 |  |
blog | video | |
| 【5】Classification: Probabilistic Generative Model；分類：概率生成模型 |  |
blog | video | |
| 【6】Classification: Logistic Regression；Logistic回歸 |  |
blog | video | |
| 【7】Brief Introduction of Deep Learning；深度學習簡介 |  |
blog | video | |
| 【8】Backpropagation；反向傳播算法 |  |
blog | video | |
| 【9】“Hello world” of deep learning；初探深度學習 |  |
blog | video | |
| 【10】Tips for Deep Learning；深度學習小貼士 |  |
blog | video | |
| 【11】Convolutional Neural Network；卷積神經網絡 |  |
blog | video | |
| 【12】Why Deep Learning? ; 為什么是深度學習？ |  |
blog | video | |
| 【13】Semi-supervised Learning ;半監督學習 |  |
blog | video | |
| 【14】Unsupervised Learning: Linear Dimension Reduction；線性降維 |  |
blog | video | |
| 【15】Unsupervised Learning: Word Embedding；無監督學習：詞嵌入 |  |
blog | video | |
| 【16】Unsupervised Learning: Neighbor Embedding；無監督學習：鄰域嵌套 |  |
blog | video | |
| 【17】Unsupervised Learning: Deep Auto-encoder；無監督學習：深度自動編碼器 |  |
blog | video | |
| 【18】Deep Generative Model-part 1：深度生成模型-part 1 |  |
blog | video | |
| 【19】Deep Generative Model-part 2：深度生成模型-part 2 |  |
blog | video | |
| 【20】Deep Generative Model-part 3：深度生成模型-part 3 |  |
blog | video | |
| 【21】Transfer Learning part 1 ; 遷移學習 part 1 |  |
blog | video | |
| 【22】Transfer Learning part 2；遷移學習 part 2 |  |
blog | video | |
| 【23】Support Vector Machine；支持向量機 |  |
blog | video | |
| 【24】introduction of Structured Learning;結構化學習介紹 |  |
blog | video | |
| 【25】Structured Linear Model；結構化預測-線性模型 |  |
blog | video | |
| 【26】Structured Support Vector Machine part 1;結構化支持向量機part 1 |  |
blog | video | |
| 【27】Structured SVM part 2；結構化支持向量機 part 2 |  |
blog | video | |
| 【28】Structured SVM part 3 ;結構化支持向量機 part 3 |  |
blog | video | |
| 【29】Sequence Labeling Problem part 1;結構化預測-序列標記 part 1 |  |
blog | video | |
| 【30】Sequence Labeling Problem part 2 ;結構化預測-序列標記 part 2 |  |
blog | video | |
| 【31】Sequence Labeling Problem part 3 ;結構化預測-序列標記 part 3 |  |
blog | video | |
| 【32】Recurrent Neural Network part 1;循環神經網絡 part 1 |  |
blog | video | |
| 【33】Recurrent Neural Network part 2;循環神經網絡 part 2 |  |
blog | video | |
| 【34】Recurrent Neural Network part 3;循環神經網絡 part 3 |  |
blog | video | |
| 【35】Ensemble；集成方法 |  |
blog | video | |
| 【36】Ensemble part 2；集成方法 part 2 |  |
blog | video | |
| 【37】Deep Reinforcement Learning;深度增強學習入門 |  |
blog | video | |
| 【38】李宏毅機器學習課程回顧 + 接下來的學習聲明 |  |
blog | ||
| 【39】李宏毅機器學習課程從這里開始 | 本文 | blog |
相關鏈接：
課程主頁：http://speech.ee.ntu.edu.tw/~tlkagk/courses_ML16.html
PPT打包下載：http://speech.ee.ntu.edu.tw/~tlkagk/courses/ML_2016/all.rar